Reporte EDA

Brought to you by YData

Dataset statistics

Number of variables	18
Number of observations	3640
Missing cells	6027
Missing cells (%)	9.2%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	924.1 KiB
Average record size in memory	260.0 B

Variable types

Numeric	15
Text	1
Categorical	2

Alerts

`HOSPITALES` has constant value "0.0"	Constant
`ALUMNOS` is highly overall correlated with `EMPRESAS` and 4 other fields	High correlation
`COD_MUNICIPIO` is highly overall correlated with `FARMACIAS`	High correlation
`CONSULTORIOS` is highly overall correlated with `FARMACIAS` and 1 other fields	High correlation
`EMPRESAS` is highly overall correlated with `ALUMNOS` and 6 other fields	High correlation
`ESCUELAS` is highly overall correlated with `ALUMNOS` and 4 other fields	High correlation
`FARMACIAS` is highly overall correlated with `ALUMNOS` and 6 other fields	High correlation
`POBLACION_TOTAL` is highly overall correlated with `ALUMNOS` and 6 other fields	High correlation
`PROP_POBLACION_EXTRANJERA` is highly overall correlated with `EMPRESAS` and 1 other fields	High correlation
`SERVICIOS_SANIDAD` is highly overall correlated with `CONSULTORIOS` and 3 other fields	High correlation
`SERVICIOS_TURISTICOS` is highly overall correlated with `ALUMNOS` and 3 other fields	High correlation
`TASA_DEMANDA` is highly overall correlated with `TASA_PARO`	High correlation
`TASA_PARO` is highly overall correlated with `TASA_DEMANDA`	High correlation
`FARMACIAS` is highly imbalanced (55.9%)	Imbalance
`RATIO_DEMANDA_PARO` has 1251 (34.4%) missing values	Missing
`SERVICIOS_SANIDAD` has 1456 (40.0%) missing values	Missing
`CONSULTORIOS` has 546 (15.0%) missing values	Missing
`FARMACIAS` has 1456 (40.0%) missing values	Missing
`EMPRESAS` has 1274 (35.0%) missing values	Missing
`TASA_DEMANDA` has 1056 (29.0%) zeros	Zeros
`TASA_PARO` has 1246 (34.2%) zeros	Zeros
`SERVICIOS_TURISTICOS` has 1691 (46.5%) zeros	Zeros
`SERVICIOS_SANIDAD` has 140 (3.8%) zeros	Zeros
`CONSULTORIOS` has 244 (6.7%) zeros	Zeros
`ESCUELAS` has 3229 (88.7%) zeros	Zeros
`ALUMNOS` has 3243 (89.1%) zeros	Zeros
`EMPRESAS` has 1354 (37.2%) zeros	Zeros
`PROP_POBLACION_EXTRANJERA` has 1497 (41.1%) zeros	Zeros

Reproduction

Analysis started	2025-12-22 17:36:01.727649
Analysis finished	2025-12-22 17:37:14.005925
Duration	1 minute and 12.28 seconds
Software version	ydata-profiling vv4.17.0
Download configuration	config.json

FECHA
Real number (ℝ)

Distinct	20
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2014.5

Minimum	2005
Maximum	2024
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	56.9 KiB

Quantile statistics

Minimum	2005
5-th percentile	2005.95
Q1	2009.75
median	2014.5
Q3	2019.25
95-th percentile	2023.05
Maximum	2024
Range	19
Interquartile range (IQR)	9.5

Descriptive statistics

Standard deviation	5.7670735
Coefficient of variation (CV)	0.0028627816
Kurtosis	-1.2060231
Mean	2014.5
Median Absolute Deviation (MAD)	5
Skewness	0
Sum	7332780
Variance	33.259137
Monotonicity	Increasing

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
2005	182	5.0%
2006	182	5.0%
2023	182	5.0%
2022	182	5.0%
2021	182	5.0%
2020	182	5.0%
2019	182	5.0%
2018	182	5.0%
2017	182	5.0%
2016	182	5.0%
Other values (10)	1820	50.0%

Value	Count	Frequency (%)
2005	182	5.0%
2006	182	5.0%
2007	182	5.0%
2008	182	5.0%
2009	182	5.0%
2010	182	5.0%
2011	182	5.0%
2012	182	5.0%
2013	182	5.0%
2014	182	5.0%

Value	Count	Frequency (%)
2024	182	5.0%
2023	182	5.0%
2022	182	5.0%
2021	182	5.0%
2020	182	5.0%
2019	182	5.0%
2018	182	5.0%
2017	182	5.0%
2016	182	5.0%
2015	182	5.0%

COD_MUNICIPIO
Real number (ℝ)

High correlation

Distinct	182
Distinct (%)	5.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	42107.401

Minimum	42001
Maximum	42219
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	56.9 KiB

Quantile statistics

Minimum	42001
5-th percentile	42012
Q1	42050
median	42105.5
Q3	42164
95-th percentile	42208
Maximum	42219
Range	218
Interquartile range (IQR)	114

Descriptive statistics

Standard deviation	64.707672
Coefficient of variation (CV)	0.0015367292
Kurtosis	-1.2727654
Mean	42107.401
Median Absolute Deviation (MAD)	57
Skewness	0.07255156
Sum	1.5327094 × 10⁸
Variance	4187.0828
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
42001	20	0.5%
42135	20	0.5%
42140	20	0.5%
42141	20	0.5%
42142	20	0.5%
42144	20	0.5%
42145	20	0.5%
42148	20	0.5%
42149	20	0.5%
42151	20	0.5%
Other values (172)	3440	94.5%

Value	Count	Frequency (%)
42001	20	0.5%
42003	20	0.5%
42004	20	0.5%
42006	20	0.5%
42007	20	0.5%
42008	20	0.5%
42009	20	0.5%
42010	20	0.5%
42011	20	0.5%
42012	20	0.5%

Value	Count	Frequency (%)
42219	20	0.5%
42218	20	0.5%
42217	20	0.5%
42216	20	0.5%
42215	20	0.5%
42213	20	0.5%
42212	20	0.5%
42211	20	0.5%
42209	20	0.5%
42208	20	0.5%

MUNICIPIO
Text

Distinct	182
Distinct (%)	5.0%
Missing	0
Missing (%)	0.0%
Memory size	277.2 KiB

Length

Max length	34
Median length	26
Mean length	18.434066
Min length	10

Characters and Unicode

Total characters	67100
Distinct characters	39
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	42001 ABEJAR
2nd row	42003 ADRADAS
3rd row	42004 AGREDA
4th row	42006 ALCONABA
5th row	42007 ALCUBILLA DE AVELLANEDA

Value	Count	Frequency (%)
de	1180	11.0%
la	220	2.1%
del	200	1.9%
soria	180	1.7%
san	140	1.3%
sierra	120	1.1%
almazan	100	0.9%
las	80	0.7%
gormaz	80	0.7%
duero	80	0.7%
Other values (389)	8300	77.7%

Most occurring characters

Value	Count	Frequency (%)
A	7140	10.6%
	7040	10.5%
E	5140	7.7%
2	4680	7.0%
4	4300	6.4%
L	3680	5.5%
R	3180	4.7%
O	3140	4.7%
0	2520	3.8%
D	2460	3.7%
Other values (29)	23820	35.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	67100	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
A	7140	10.6%
	7040	10.5%
E	5140	7.7%
2	4680	7.0%
4	4300	6.4%
L	3680	5.5%
R	3180	4.7%
O	3140	4.7%
0	2520	3.8%
D	2460	3.7%
Other values (29)	23820	35.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	67100	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
A	7140	10.6%
	7040	10.5%
E	5140	7.7%
2	4680	7.0%
4	4300	6.4%
L	3680	5.5%
R	3180	4.7%
O	3140	4.7%
0	2520	3.8%
D	2460	3.7%
Other values (29)	23820	35.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	67100	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
A	7140	10.6%
	7040	10.5%
E	5140	7.7%
2	4680	7.0%
4	4300	6.4%
L	3680	5.5%
R	3180	4.7%
O	3140	4.7%
0	2520	3.8%
D	2460	3.7%
Other values (29)	23820	35.5%

POBLACION_TOTAL
Real number (ℝ)

High correlation

Distinct	732
Distinct (%)	20.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	287.40604

Minimum	6
Maximum	6006
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	56.9 KiB

Quantile statistics

Minimum	6
5-th percentile	16
Q1	36
median	75
Q3	177
95-th percentile	1364.95
Maximum	6006
Range	6000
Interquartile range (IQR)	141

Descriptive statistics

Standard deviation	750.33578
Coefficient of variation (CV)	2.6107168
Kurtosis	26.71955
Mean	287.40604
Median Absolute Deviation (MAD)	47
Skewness	4.9275176
Sum	1046158
Variance	563003.78
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
33	48	1.3%
26	47	1.3%
20	47	1.3%
25	43	1.2%
29	42	1.2%
28	42	1.2%
27	42	1.2%
24	41	1.1%
32	38	1.0%
36	38	1.0%
Other values (722)	3212	88.2%

Value	Count	Frequency (%)
6	2	0.1%
7	7	0.2%
8	19	0.5%
9	27	0.7%
10	13	0.4%
11	10	0.3%
12	12	0.3%
13	30	0.8%
14	31	0.9%
15	24	0.7%

Value	Count	Frequency (%)
6006	1	< 0.1%
6005	1	< 0.1%
5984	1	< 0.1%
5965	1	< 0.1%
5861	1	< 0.1%
5843	1	< 0.1%
5823	1	< 0.1%
5744	1	< 0.1%
5734	1	< 0.1%
5727	2	0.1%

PROP_ENVEJECIMIENTO
Real number (ℝ)

Distinct	1837
Distinct (%)	50.6%
Missing	6
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	0.41149462

Minimum	0.047619048
Maximum	0.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	56.9 KiB

Quantile statistics

Minimum	0.047619048
5-th percentile	0.21920923
Q1	0.328063
median	0.40757614
Q3	0.49122807
95-th percentile	0.6171505
Maximum	0.8
Range	0.75238095
Interquartile range (IQR)	0.16316507

Descriptive statistics

Standard deviation	0.12157399
Coefficient of variation (CV)	0.2954449
Kurtosis	-0.047848981
Mean	0.41149462
Median Absolute Deviation (MAD)	0.081785561
Skewness	0.17575124
Sum	1495.3714
Variance	0.014780234
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.5	92	2.5%
0.3333333333	53	1.5%
0.4	40	1.1%
0.4285714286	30	0.8%
0.4545454545	29	0.8%
0.375	26	0.7%
0.6666666667	24	0.7%
0.4444444444	23	0.6%
0.3636363636	22	0.6%
0.25	19	0.5%
Other values (1827)	3276	90.0%

Value	Count	Frequency (%)
0.04761904762	1	< 0.1%
0.05	1	< 0.1%
0.0625	1	< 0.1%
0.08406524467	1	< 0.1%
0.08534621578	1	< 0.1%
0.08643042351	1	< 0.1%
0.08746583366	1	< 0.1%
0.08877872916	1	< 0.1%
0.08892417626	1	< 0.1%
0.09073208723	1	< 0.1%

Value	Count	Frequency (%)
0.8	1	< 0.1%
0.7777777778	6	0.2%
0.7741935484	1	< 0.1%
0.7692307692	3	0.1%
0.7647058824	2	0.1%
0.76	2	0.1%
0.7586206897	1	< 0.1%
0.75	3	0.1%
0.7407407407	1	< 0.1%
0.7391304348	1	< 0.1%

TASA_DEMANDA
Real number (ℝ)

High correlation Zeros

Distinct	1009
Distinct (%)	27.8%
Missing	6
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	5.8127935

Minimum	0
Maximum	112.19512
Zeros	1056
Zeros (%)	29.0%
Negative	0
Negative (%)	0.0%
Memory size	56.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	4.9166435
Q3	9.0909091
95-th percentile	16.25
Maximum	112.19512
Range	112.19512
Interquartile range (IQR)	9.0909091

Descriptive statistics

Standard deviation	5.8726128
Coefficient of variation (CV)	1.010291
Kurtosis	30.272851
Mean	5.8127935
Median Absolute Deviation (MAD)	4.9166435
Skewness	2.5626818
Sum	21123.692
Variance	34.487581
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1056	29.0%
12.5	42	1.2%
10	38	1.0%
6.25	37	1.0%
11.11111111	35	1.0%
7.142857143	34	0.9%
5.555555556	34	0.9%
5.263157895	32	0.9%
9.090909091	30	0.8%
8.333333333	29	0.8%
Other values (999)	2267	62.3%

Value	Count	Frequency (%)
0	1056	29.0%
0.5882352941	1	< 0.1%
0.6451612903	1	< 0.1%
0.6711409396	1	< 0.1%
0.6896551724	1	< 0.1%
0.8064516129	1	< 0.1%
0.8130081301	1	< 0.1%
0.8196721311	2	0.1%
0.8771929825	2	0.1%
0.8928571429	1	< 0.1%

Value	Count	Frequency (%)
112.195122	1	< 0.1%
33.33333333	2	0.1%
31.65322581	1	< 0.1%
31.4229249	1	< 0.1%
31.25	1	< 0.1%
30.70175439	1	< 0.1%
30.55555556	1	< 0.1%
30	1	< 0.1%
29.41176471	1	< 0.1%
28.57142857	2	0.1%

TASA_PARO
Real number (ℝ)

High correlation Zeros

Distinct	940
Distinct (%)	25.9%
Missing	6
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	4.2366196

Minimum	0
Maximum	33.333333
Zeros	1246
Zeros (%)	34.2%
Negative	0
Negative (%)	0.0%
Memory size	56.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	3.5087719
Q3	6.6969705
95-th percentile	12.5
Maximum	33.333333
Range	33.333333
Interquartile range (IQR)	6.6969705

Descriptive statistics

Standard deviation	4.4680381
Coefficient of variation (CV)	1.0546234
Kurtosis	2.8725439
Mean	4.2366196
Median Absolute Deviation (MAD)	3.5087719
Skewness	1.3544113
Sum	15395.875
Variance	19.963365
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1246	34.2%
5.555555556	34	0.9%
7.142857143	32	0.9%
4.545454545	32	0.9%
11.11111111	31	0.9%
3.846153846	30	0.8%
3.571428571	29	0.8%
6.25	29	0.8%
4.166666667	28	0.8%
10	28	0.8%
Other values (930)	2115	58.1%

Value	Count	Frequency (%)
0	1246	34.2%
0.5494505495	1	< 0.1%
0.6211180124	1	< 0.1%
0.6451612903	1	< 0.1%
0.6993006993	1	< 0.1%
0.8064516129	1	< 0.1%
0.8130081301	1	< 0.1%
0.8474576271	1	< 0.1%
0.8771929825	1	< 0.1%
0.8928571429	2	0.1%

Value	Count	Frequency (%)
33.33333333	1	< 0.1%
30	1	< 0.1%
29.8245614	1	< 0.1%
29.41176471	1	< 0.1%
28.57142857	1	< 0.1%
28.04878049	1	< 0.1%
26.81451613	1	< 0.1%
25	5	0.1%
24.54545455	1	< 0.1%
23.07692308	1	< 0.1%

RATIO_DEMANDA_PARO
Real number (ℝ)

Missing

Distinct	362
Distinct (%)	15.2%
Missing	1251
Missing (%)	34.4%
Infinite	0
Infinite (%)	0.0%
Mean	1.3807827

Minimum	1
Maximum	7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	56.9 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	1.2439024
Q3	1.5
95-th percentile	2.3333333
Maximum	7
Range	6
Interquartile range (IQR)	0.5

Descriptive statistics

Standard deviation	0.51147281
Coefficient of variation (CV)	0.37042238
Kurtosis	13.705564
Mean	1.3807827
Median Absolute Deviation (MAD)	0.24390244
Skewness	2.7175937
Sum	3298.6898
Variance	0.26160443
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	891	24.5%
2	192	5.3%
1.5	156	4.3%
1.333333333	104	2.9%
1.25	77	2.1%
1.2	58	1.6%
3	57	1.6%
1.666666667	46	1.3%
1.4	32	0.9%
1.166666667	31	0.9%
Other values (352)	745	20.5%
(Missing)	1251	34.4%

Value	Count	Frequency (%)
1	891	24.5%
1.029411765	1	< 0.1%
1.037037037	1	< 0.1%
1.054054054	1	< 0.1%
1.055555556	2	0.1%
1.066666667	3	0.1%
1.071428571	2	0.1%
1.075	1	< 0.1%
1.076335878	1	< 0.1%
1.076923077	2	0.1%

Value	Count	Frequency (%)
7	1	< 0.1%
6	1	< 0.1%
5	1	< 0.1%
4.5	1	< 0.1%
4	9	0.2%
3.5	1	< 0.1%
3.25	1	< 0.1%
3.222972973	1	< 0.1%
3	57	1.6%
2.909090909	1	< 0.1%

SERVICIOS_TURISTICOS
Real number (ℝ)

High correlation Zeros

Distinct	41
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.5851648

Minimum	0
Maximum	40
Zeros	1691
Zeros (%)	46.5%
Negative	0
Negative (%)	0.0%
Memory size	56.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	4
95-th percentile	19
Maximum	40
Range	40
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	6.5231235
Coefficient of variation (CV)	1.8194766
Kurtosis	7.6660786
Mean	3.5851648
Median Absolute Deviation (MAD)	1
Skewness	2.7018003
Sum	13050
Variance	42.55114
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
0	1691	46.5%
1	392	10.8%
2	314	8.6%
3	287	7.9%
4	179	4.9%
5	118	3.2%
6	71	2.0%
7	65	1.8%
8	56	1.5%
13	45	1.2%
Other values (31)	422	11.6%

Value	Count	Frequency (%)
0	1691	46.5%
1	392	10.8%
2	314	8.6%
3	287	7.9%
4	179	4.9%
5	118	3.2%
6	71	2.0%
7	65	1.8%
8	56	1.5%
9	24	0.7%

Value	Count	Frequency (%)
40	1	< 0.1%
39	5	0.1%
38	3	0.1%
37	2	0.1%
36	8	0.2%
35	4	0.1%
34	1	< 0.1%
33	1	< 0.1%
32	2	0.1%
31	3	0.1%

SERVICIOS_SANIDAD
Real number (ℝ)

High correlation Missing Zeros

Distinct	14
Distinct (%)	0.6%
Missing	1456
Missing (%)	40.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.139652

Minimum	0
Maximum	18
Zeros	140
Zeros (%)	3.8%
Negative	0
Negative (%)	0.0%
Memory size	56.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	1
Q3	2
95-th percentile	6
Maximum	18
Range	18
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	2.404798
Coefficient of variation (CV)	1.1239202
Kurtosis	14.686112
Mean	2.139652
Median Absolute Deviation (MAD)	1
Skewness	3.389628
Sum	4673
Variance	5.7830537
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
1	1090	29.9%
2	448	12.3%
3	168	4.6%
4	141	3.9%
0	140	3.8%
5	66	1.8%
8	25	0.7%
13	24	0.7%
6	23	0.6%
9	20	0.5%
Other values (4)	39	1.1%
(Missing)	1456	40.0%

Value	Count	Frequency (%)
0	140	3.8%
1	1090	29.9%
2	448	12.3%
3	168	4.6%
4	141	3.9%
5	66	1.8%
6	23	0.6%
7	15	0.4%
8	25	0.7%
9	20	0.5%

Value	Count	Frequency (%)
18	12	0.3%
13	24	0.7%
12	9	0.2%
10	3	0.1%
9	20	0.5%
8	25	0.7%
7	15	0.4%
6	23	0.6%
5	66	1.8%
4	141	3.9%

CONSULTORIOS
Real number (ℝ)

High correlation Missing Zeros

Distinct	14
Distinct (%)	0.5%
Missing	546
Missing (%)	15.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.865223

Minimum	0
Maximum	17
Zeros	244
Zeros (%)	6.7%
Negative	0
Negative (%)	0.0%
Memory size	56.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	1
Q3	2
95-th percentile	5
Maximum	17
Range	17
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	2.1306197
Coefficient of variation (CV)	1.1422868
Kurtosis	17.685137
Mean	1.865223
Median Absolute Deviation (MAD)	0
Skewness	3.6570358
Sum	5771
Variance	4.5395403
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
1	1793	49.3%
2	423	11.6%
3	275	7.6%
0	244	6.7%
4	158	4.3%
5	49	1.3%
7	33	0.9%
8	28	0.8%
6	23	0.6%
10	17	0.5%
Other values (4)	51	1.4%
(Missing)	546	15.0%

Value	Count	Frequency (%)
0	244	6.7%
1	1793	49.3%
2	423	11.6%
3	275	7.6%
4	158	4.3%
5	49	1.3%
6	23	0.6%
7	33	0.9%
8	28	0.8%
9	6	0.2%

Value	Count	Frequency (%)
17	17	0.5%
12	16	0.4%
11	12	0.3%
10	17	0.5%
9	6	0.2%
8	28	0.8%
7	33	0.9%
6	23	0.6%
5	49	1.3%
4	158	4.3%

FARMACIAS
Categorical

High correlation Imbalance Missing

Distinct	4
Distinct (%)	0.2%
Missing	1456
Missing (%)	40.0%
Memory size	219.0 KiB

0.0	1645
1.0	515
4.0	12
3.0	12

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	6552
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	0.0
3rd row	1.0
4th row	0.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
0.0	1645	45.2%
1.0	515	14.1%
4.0	12	0.3%
3.0	12	0.3%
(Missing)	1456	40.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	1645	75.3%
1.0	515	23.6%
4.0	12	0.5%
3.0	12	0.5%

Most occurring characters

Value	Count	Frequency (%)
0	3829	58.4%
.	2184	33.3%
1	515	7.9%
4	12	0.2%
3	12	0.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	6552	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	3829	58.4%
.	2184	33.3%
1	515	7.9%
4	12	0.2%
3	12	0.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	6552	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	3829	58.4%
.	2184	33.3%
1	515	7.9%
4	12	0.2%
3	12	0.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	6552	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	3829	58.4%
.	2184	33.3%
1	515	7.9%
4	12	0.2%
3	12	0.2%

HOSPITALES
Categorical

Constant

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	213.3 KiB

0.0	3640

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	10920
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	3640	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	3640	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	7280	66.7%
.	3640	33.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	10920	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	7280	66.7%
.	3640	33.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	10920	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	7280	66.7%
.	3640	33.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	10920	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	7280	66.7%
.	3640	33.3%

ESCUELAS
Real number (ℝ)

High correlation Zeros

Distinct	9
Distinct (%)	0.2%
Missing	20
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	0.2698895

Minimum	0
Maximum	8
Zeros	3229
Zeros (%)	88.7%
Negative	0
Negative (%)	0.0%
Memory size	56.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	8
Range	8
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.94987935
Coefficient of variation (CV)	3.519512
Kurtosis	25.070061
Mean	0.2698895
Median Absolute Deviation (MAD)	0
Skewness	4.5994404
Sum	977
Variance	0.90227078
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0	3229	88.7%
1	139	3.8%
2	87	2.4%
3	84	2.3%
4	47	1.3%
8	13	0.4%
5	12	0.3%
7	6	0.2%
6	3	0.1%
(Missing)	20	0.5%

Value	Count	Frequency (%)
0	3229	88.7%
1	139	3.8%
2	87	2.4%
3	84	2.3%
4	47	1.3%
5	12	0.3%
6	3	0.1%
7	6	0.2%
8	13	0.4%

Value	Count	Frequency (%)
8	13	0.4%
7	6	0.2%
6	3	0.1%
5	12	0.3%
4	47	1.3%
3	84	2.3%
2	87	2.4%
1	139	3.8%
0	3229	88.7%

ALUMNOS
Real number (ℝ)

High correlation Zeros

Distinct	277
Distinct (%)	7.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	35.279396

Minimum	0
Maximum	1662
Zeros	3243
Zeros (%)	89.1%
Negative	0
Negative (%)	0.0%
Memory size	56.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	246.05
Maximum	1662
Range	1662
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	157.789
Coefficient of variation (CV)	4.4725539
Kurtosis	43.185157
Mean	35.279396
Median Absolute Deviation (MAD)	0
Skewness	6.1070453
Sum	128417
Variance	24897.368
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3243	89.1%
39	7	0.2%
57	7	0.2%
35	5	0.1%
29	5	0.1%
45	5	0.1%
34	5	0.1%
42	4	0.1%
26	4	0.1%
43	4	0.1%
Other values (267)	351	9.6%

Value	Count	Frequency (%)
0	3243	89.1%
7	2	0.1%
8	1	< 0.1%
9	1	< 0.1%
10	1	< 0.1%
11	1	< 0.1%
13	1	< 0.1%
14	2	0.1%
15	1	< 0.1%
16	2	0.1%

Value	Count	Frequency (%)
1662	1	< 0.1%
1607	1	< 0.1%
1562	1	< 0.1%
1527	1	< 0.1%
1509	1	< 0.1%
1507	1	< 0.1%
1499	1	< 0.1%
1497	1	< 0.1%
1477	1	< 0.1%
1457	1	< 0.1%

EMPRESAS
Real number (ℝ)

High correlation Missing Zeros

Distinct	140
Distinct (%)	5.9%
Missing	1274
Missing (%)	35.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.714708

Minimum	0
Maximum	393
Zeros	1354
Zeros (%)	37.2%
Negative	0
Negative (%)	0.0%
Memory size	56.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	9
95-th percentile	91.75
Maximum	393
Range	393
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	46.946015
Coefficient of variation (CV)	2.9873933
Kurtosis	26.041589
Mean	15.714708
Median Absolute Deviation (MAD)	0
Skewness	4.7976962
Sum	37181
Variance	2203.9283
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1354	37.2%
4	143	3.9%
5	105	2.9%
6	66	1.8%
10	50	1.4%
8	43	1.2%
7	43	1.2%
9	42	1.2%
11	41	1.1%
14	38	1.0%
Other values (130)	441	12.1%
(Missing)	1274	35.0%

Value	Count	Frequency (%)
0	1354	37.2%
4	143	3.9%
5	105	2.9%
6	66	1.8%
7	43	1.2%
8	43	1.2%
9	42	1.2%
10	50	1.4%
11	41	1.1%
12	30	0.8%

Value	Count	Frequency (%)
393	1	< 0.1%
384	1	< 0.1%
383	1	< 0.1%
380	1	< 0.1%
377	1	< 0.1%
369	1	< 0.1%
367	1	< 0.1%
366	1	< 0.1%
364	1	< 0.1%
359	1	< 0.1%

PROP_POBLACION_EXTRANJERA
Real number (ℝ)

High correlation Zeros

Distinct	1269
Distinct (%)	34.9%
Missing	6
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	0.037668568

Minimum	0
Maximum	0.38120104
Zeros	1497
Zeros (%)	41.1%
Negative	0
Negative (%)	0.0%
Memory size	56.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.016143511
Q3	0.054294958
95-th percentile	0.15532797
Maximum	0.38120104
Range	0.38120104
Interquartile range (IQR)	0.054294958

Descriptive statistics

Standard deviation	0.052830606
Coefficient of variation (CV)	1.4025117
Kurtosis	3.5348117
Mean	0.037668568
Median Absolute Deviation (MAD)	0.016143511
Skewness	1.8520579
Sum	136.88758
Variance	0.002791073
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1497	41.1%
0.04545454545	14	0.4%
0.03571428571	13	0.4%
0.05263157895	13	0.4%
0.06666666667	13	0.4%
0.02777777778	13	0.4%
0.01666666667	13	0.4%
0.04761904762	12	0.3%
0.04166666667	12	0.3%
0.02702702703	11	0.3%
Other values (1259)	2023	55.6%

Value	Count	Frequency (%)
0	1497	41.1%
0.002949852507	1	< 0.1%
0.002985074627	1	< 0.1%
0.003048780488	1	< 0.1%
0.003125	1	< 0.1%
0.003472222222	1	< 0.1%
0.003558718861	1	< 0.1%
0.003731343284	1	< 0.1%
0.003773584906	1	< 0.1%
0.003816793893	1	< 0.1%

Value	Count	Frequency (%)
0.3812010444	1	< 0.1%
0.3342175066	1	< 0.1%
0.3235294118	1	< 0.1%
0.3	1	< 0.1%
0.2831858407	1	< 0.1%
0.2830188679	1	< 0.1%
0.2777777778	1	< 0.1%
0.2727272727	2	0.1%
0.2621359223	1	< 0.1%
0.2601626016	1	< 0.1%

DISTANCIA_CAPITAL
Real number (ℝ)

Distinct	168
Distinct (%)	4.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	48.365385

Minimum	4
Maximum	98.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	56.9 KiB

Quantile statistics

Minimum	4
5-th percentile	15.4
Q1	32.3
median	47.95
Q3	62.9
95-th percentile	82.4
Maximum	98.6
Range	94.6
Interquartile range (IQR)	30.6

Descriptive statistics

Standard deviation	20.069817
Coefficient of variation (CV)	0.41496241
Kurtosis	-0.52260789
Mean	48.365385
Median Absolute Deviation (MAD)	15.05
Skewness	0.15894116
Sum	176050
Variance	402.79754
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
23.9	60	1.6%
27.4	40	1.1%
34.5	40	1.1%
71.2	40	1.1%
44.6	40	1.1%
46.6	40	1.1%
37.8	40	1.1%
52.6	40	1.1%
43.3	40	1.1%
74	40	1.1%
Other values (158)	3220	88.5%

Value	Count	Frequency (%)
4	20	0.5%
8.1	20	0.5%
8.8	20	0.5%
12.8	20	0.5%
13	20	0.5%
13.2	20	0.5%
13.4	20	0.5%
14.8	20	0.5%
15.1	20	0.5%
15.4	20	0.5%

Value	Count	Frequency (%)
98.6	20	0.5%
95.9	20	0.5%
93.8	20	0.5%
92.5	20	0.5%
88.1	20	0.5%
87.7	20	0.5%
87.1	20	0.5%
86.9	20	0.5%
83.1	20	0.5%
82.4	20	0.5%

	ALUMNOS	COD_MUNICIPIO	CONSULTORIOS	DISTANCIA_CAPITAL	EMPRESAS	ESCUELAS	FARMACIAS	FECHA	POBLACION_TOTAL	PROP_ENVEJECIMIENTO	PROP_POBLACION_EXTRANJERA	RATIO_DEMANDA_PARO	SERVICIOS_SANIDAD	SERVICIOS_TURISTICOS	TASA_DEMANDA	TASA_PARO
ALUMNOS	1.000	-0.069	0.079	0.040	0.576	0.993	0.807	-0.004	0.528	-0.392	0.349	0.191	0.286	0.509	0.283	0.271
COD_MUNICIPIO	-0.069	1.000	-0.127	0.025	-0.085	-0.075	0.951	0.000	-0.061	-0.017	-0.014	0.041	-0.166	0.021	0.037	0.027
CONSULTORIOS	0.079	-0.127	1.000	0.070	0.307	0.078	0.572	-0.011	0.441	-0.017	0.232	0.098	0.894	0.253	0.142	0.155
DISTANCIA_CAPITAL	0.040	0.025	0.070	1.000	-0.014	0.037	0.178	0.000	-0.034	0.286	-0.027	-0.086	0.041	-0.036	0.045	0.056
EMPRESAS	0.576	-0.085	0.307	-0.014	1.000	0.579	0.830	0.003	0.806	-0.442	0.506	0.338	0.550	0.750	0.449	0.425
ESCUELAS	0.993	-0.075	0.078	0.037	0.579	1.000	0.795	0.008	0.527	-0.398	0.351	0.195	0.285	0.515	0.290	0.277
FARMACIAS	0.807	0.951	0.572	0.178	0.830	0.795	1.000	0.000	0.865	0.231	0.273	0.077	0.561	0.458	0.076	0.218
FECHA	-0.004	0.000	-0.011	0.000	0.003	0.008	0.000	1.000	-0.110	-0.050	0.122	0.091	-0.011	0.069	0.113	0.075
POBLACION_TOTAL	0.528	-0.061	0.441	-0.034	0.806	0.527	0.865	-0.110	1.000	-0.365	0.548	0.380	0.671	0.712	0.474	0.461
PROP_ENVEJECIMIENTO	-0.392	-0.017	-0.017	0.286	-0.442	-0.398	0.231	-0.050	-0.365	1.000	-0.450	-0.252	-0.135	-0.436	-0.328	-0.297
PROP_POBLACION_EXTRANJERA	0.349	-0.014	0.232	-0.027	0.506	0.351	0.273	0.122	0.548	-0.450	1.000	0.257	0.392	0.470	0.399	0.381
RATIO_DEMANDA_PARO	0.191	0.041	0.098	-0.086	0.338	0.195	0.077	0.091	0.380	-0.252	0.257	1.000	0.194	0.330	0.292	-0.133
SERVICIOS_SANIDAD	0.286	-0.166	0.894	0.041	0.550	0.285	0.561	-0.011	0.671	-0.135	0.392	0.194	1.000	0.461	0.261	0.265
SERVICIOS_TURISTICOS	0.509	0.021	0.253	-0.036	0.750	0.515	0.458	0.069	0.712	-0.436	0.470	0.330	0.461	1.000	0.487	0.458
TASA_DEMANDA	0.283	0.037	0.142	0.045	0.449	0.290	0.076	0.113	0.474	-0.328	0.399	0.292	0.261	0.487	1.000	0.919
TASA_PARO	0.271	0.027	0.155	0.056	0.425	0.277	0.218	0.075	0.461	-0.297	0.381	-0.133	0.265	0.458	0.919	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

	FECHA	COD_MUNICIPIO	MUNICIPIO	POBLACION_TOTAL	PROP_ENVEJECIMIENTO	TASA_DEMANDA	TASA_PARO	RATIO_DEMANDA_PARO	SERVICIOS_TURISTICOS	SERVICIOS_SANIDAD	CONSULTORIOS	FARMACIAS	ESCUELAS	ALUMNOS	EMPRESAS	PROP_POBLACION_EXTRANJERA	DISTANCIA_CAPITAL
0	2005	42001	42001 ABEJAR	392	0.306122	4.184100	2.928870	1.428571	16.0	NaN	NaN	NaN	NaN	0	NaN	0.035714	27.4
1	2005	42003	42003 ADRADAS	82	0.439024	7.142857	7.142857	1.000000	1.0	NaN	NaN	NaN	0.0	0	NaN	0.000000	54.3
2	2005	42004	42004 AGREDA	3216	0.266169	5.144033	4.372428	1.176471	4.0	NaN	NaN	NaN	2.0	461	NaN	0.047886	57.1
3	2005	42006	42006 ALCONABA	171	0.257310	6.194690	3.539823	1.750000	0.0	NaN	NaN	NaN	0.0	0	NaN	0.011696	13.0
4	2005	42007	42007 ALCUBILLA DE AVELLANEDA	183	0.519126	6.024096	6.024096	1.000000	0.0	NaN	NaN	NaN	0.0	0	NaN	0.016393	78.9
5	2005	42008	42008 ALCUBILLA DE LAS PEÑAS	72	0.569444	3.333333	3.333333	1.000000	0.0	NaN	NaN	NaN	0.0	0	NaN	0.000000	68.5
6	2005	42009	42009 ALDEALAFUENTE	124	0.362903	2.597403	1.298701	2.000000	0.0	NaN	NaN	NaN	0.0	0	NaN	0.000000	25.1
7	2005	42010	42010 ALDEALICES	28	0.250000	5.263158	5.263158	1.000000	0.0	NaN	NaN	NaN	0.0	0	NaN	0.142857	26.8
8	2005	42011	42011 ALDEALPOZO	27	0.444444	0.000000	0.000000	NaN	0.0	NaN	NaN	NaN	0.0	0	NaN	0.000000	29.2
9	2005	42012	42012 ALDEALSEÑOR	43	0.534884	0.000000	0.000000	NaN	0.0	NaN	NaN	NaN	0.0	0	NaN	0.000000	23.9

	FECHA	COD_MUNICIPIO	MUNICIPIO	POBLACION_TOTAL	PROP_ENVEJECIMIENTO	TASA_DEMANDA	TASA_PARO	RATIO_DEMANDA_PARO	SERVICIOS_TURISTICOS	SERVICIOS_SANIDAD	CONSULTORIOS	ESCUELAS	ALUMNOS	EMPRESAS	PROP_POBLACION_EXTRANJERA	DISTANCIA_CAPITAL
3650	2024	42208	42208 VILLAR DEL CAMPO	30	0.400000	22.222222	5.555556	4.000	0.0	1.0	1.0	0.0	0	0.0	0.066667	34.5
3651	2024	42209	42209 VILLAR DEL RIO	156	0.392405	10.344828	9.195402	1.125	11.0	3.0	3.0	0.0	0	7.0	0.037975	44.8
3652	2024	42211	42211 VILLARES DE SORIA (LOS)	75	0.337662	4.255319	2.127660	2.000	2.0	2.0	2.0	0.0	0	7.0	0.012987	22.3
3653	2024	42212	42212 VILLASAYAS	60	0.383333	0.000000	0.000000	NaN	0.0	2.0	2.0	0.0	0	0.0	0.016667	55.2
3654	2024	42213	42213 VILLASECA DE ARCIEL	24	0.541667	0.000000	0.000000	NaN	0.0	1.0	1.0	0.0	0	0.0	0.000000	45.0
3655	2024	42215	42215 VINUESA	833	0.295318	9.448819	6.299213	1.500	39.0	1.0	1.0	3.0	303	77.0	0.052821	33.0
3656	2024	42216	42216 VIZMANOS	30	0.400000	0.000000	0.000000	NaN	0.0	1.0	1.0	0.0	0	0.0	0.033333	40.5
3657	2024	42217	42217 VOZMEDIANO	33	0.363636	9.523810	9.523810	1.000	2.0	1.0	1.0	0.0	0	0.0	0.030303	65.8
3658	2024	42218	42218 YANGUAS	106	0.235849	10.769231	3.076923	3.500	8.0	1.0	1.0	0.0	0	10.0	0.283019	48.3
3659	2024	42219	42219 YELO	37	0.486486	0.000000	0.000000	NaN	0.0	1.0	1.0	0.0	0	0.0	0.027027	74.0

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample